Update model

README.md

@@ -1,3 +1,766 @@
----
-license: apache-2.0
----
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: noinfo
+datasets:
+- dsing
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/ftshijt_espnet2_asr_dsing_transformer`
+
+This model was trained by jiatong using dsing recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+
+pip install -e .
+cd egs2/dsing/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/ftshijt_espnet2_asr_dsing_transformer
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Mar 20 00:28:37 EDT 2022`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.7a1`
+- pytorch version: `pytorch 1.10.1`
+- Git hash: `c1ed71c6899e54c0b3dad82687886b1183cd0885`
+  - Commit date: `Wed Mar 16 23:34:49 2022 -0400`
+
+## asr_train_asr_raw_bpe500_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|4018|77.0|16.2|6.8|4.0|27.0|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|4632|76.1|17.3|6.6|3.7|27.6|57.7|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|18692|85.0|5.8|9.2|4.2|19.2|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|21787|84.9|6.3|8.8|4.2|19.3|57.7|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|6097|75.2|12.8|12.0|4.1|28.9|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|7736|75.3|14.3|10.4|4.1|28.8|57.7|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_asr.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_raw_bpe500_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 15
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 32
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_bpe500_sp/valid/text_shape.bpe
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - dump/raw/train30_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/train30_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/dev/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 1.0
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- ▁I
+- ''''
+- ▁YOU
+- S
+- T
+- ▁THE
+- M
+- ▁ME
+- ▁A
+- ▁AND
+- ▁TO
+- E
+- A
+- ING
+- D
+- ▁MY
+- ▁
+- O
+- ▁IT
+- I
+- N
+- RE
+- Y
+- ▁BE
+- ▁IN
+- ▁ON
+- ▁LOVE
+- U
+- ▁WE
+- LL
+- H
+- ▁YOUR
+- ▁S
+- IN
+- ▁OF
+- ▁DO
+- ▁THAT
+- ▁ALL
+- L
+- ▁DON
+- ▁OH
+- ▁LIKE
+- ▁KNOW
+- ▁FOR
+- ▁CAN
+- ▁JUST
+- P
+- ▁BUT
+- ED
+- K
+- ▁WHEN
+- ▁SO
+- R
+- ▁GO
+- ▁WHAT
+- ▁C
+- ▁WITH
+- W
+- ▁F
+- C
+- ▁NO
+- ER
+- ▁ONE
+- ▁LET
+- VE
+- ES
+- ▁NOW
+- ▁BABY
+- G
+- ▁GOT
+- ▁COME
+- CAUSE
+- LE
+- B
+- ▁B
+- AR
+- ▁UP
+- ▁'
+- ▁W
+- ▁SEE
+- ▁TIME
+- ▁ARE
+- ▁G
+- ▁LOOK
+- ▁THIS
+- F
+- ▁IS
+- ▁NEVER
+- ▁M
+- ▁P
+- AN
+- ▁WAS
+- ▁WAY
+- ▁IF
+- OR
+- ▁SAY
+- V
+- ▁R
+- ▁T
+- ▁DOWN
+- RA
+- ▁THERE
+- ▁HEART
+- ▁NOT
+- RO
+- ▁WILL
+- ▁OUT
+- CE
+- ▁WANT
+- ▁YEAH
+- ▁HAVE
+- ▁GIVE
+- ▁TOO
+- ▁GONNA
+- ▁HOW
+- ▁NEED
+- ▁GET
+- ▁TAKE
+- ▁EVERY
+- ▁FEEL
+- ▁HE
+- EN
+- ▁FROM
+- ▁HA
+- ▁K
+- ▁SHE
+- 'ON'
+- ▁DI
+- RI
+- ▁ONLY
+- NE
+- ▁WHO
+- ▁AWAY
+- ▁E
+- ▁D
+- ▁LIFE
+- ▁MAKE
+- IC
+- ▁BACK
+- ▁WHERE
+- ▁MADE
+- ▁DAY
+- ▁HERE
+- ▁LO
+- ▁HER
+- ▁AS
+- ▁GOOD
+- ▁WANNA
+- ▁OOH
+- ▁TELL
+- LY
+- TH
+- ▁WON
+- ▁LIGHT
+- ▁KEEP
+- ▁MA
+- ▁LA
+- ▁SH
+- ▁WORLD
+- ▁MORE
+- ▁LI
+- AL
+- ▁COULD
+- ▁GIRL
+- ▁NOTHING
+- ▁EVER
+- ▁THINK
+- IE
+- ▁BY
+- ▁AT
+- ▁TONIGHT
+- ▁THEY
+- ▁CALL
+- ▁HO
+- ▁WOULD
+- IL
+- ▁OUR
+- ▁FALL
+- ▁NIGHT
+- ▁THAN
+- ▁DE
+- ▁SOME
+- ▁WAIT
+- ▁RIGHT
+- ▁RE
+- ▁HALLELUJAH
+- ▁TH
+- NG
+- ▁CO
+- ▁WERE
+- ▁TALK
+- ET
+- ▁BO
+- ▁HOLD
+- UR
+- ▁BEEN
+- ▁US
+- ▁PA
+- VER
+- ▁EYES
+- ▁DREAM
+- ▁SONG
+- ▁SHOULD
+- ▁STILL
+- ▁OVER
+- TA
+- ▁ANYMORE
+- IGHT
+- ▁STAY
+- ▁BETTER
+- LESS
+- ▁THROUGH
+- ▁LITTLE
+- X
+- ▁GONE
+- ▁AIN
+- ▁DA
+- ▁HOLDING
+- ▁HURT
+- ▁TRY
+- ▁FIND
+- Z
+- DE
+- ▁LAST
+- ▁SAID
+- ▁ALWAYS
+- ▁BODY
+- ▁MIND
+- ▁CRY
+- ▁EVEN
+- ▁RUN
+- ▁HOPE
+- ▁WITHOUT
+- ▁MISS
+- ▁ABOUT
+- ▁HAND
+- ▁J
+- ▁AGAIN
+- ▁THOUGH
+- ▁NAH
+- ▁LIVE
+- ▁BA
+- ▁OLD
+- ▁HEAD
+- ▁FIRE
+- ▁MAN
+- ▁SOMETHING
+- ▁WHY
+- THER
+- ▁HOME
+- ▁OR
+- ▁INSIDE
+- ▁NEW
+- ▁HEY
+- TION
+- ▁EVERYTHING
+- ▁HAD
+- ▁SOMETIMES
+- ▁HARD
+- ▁TOUCH
+- ▁HEAR
+- ▁AM
+- ▁MUCH
+- ▁LONG
+- ▁STAR
+- GETTING
+- ▁WALK
+- ▁PEOPLE
+- ▁BEFORE
+- ▁CLOSE
+- ▁TWO
+- ▁FAR
+- ▁SHOW
+- ▁STAND
+- ▁LOSE
+- ▁HELP
+- ▁NAME
+- ▁BOY
+- ▁TRUE
+- ▁PLAY
+- ▁DARK
+- ▁THINGS
+- ▁NA
+- ▁TEAR
+- ▁END
+- ▁NOBODY
+- ▁SEA
+- ▁ROCKABYE
+- ▁BELIEVE
+- ▁BROKE
+- ▁AROUND
+- ▁START
+- ▁KISS
+- ▁FEELING
+- ▁BREAK
+- ▁SOMEONE
+- ▁FRIEND
+- ▁ALONE
+- ▁BEAUTIFUL
+- ▁CRAZY
+- ▁OWN
+- OSE
+- ▁STOP
+- ▁LOST
+- ▁HIM
+- ▁BAD
+- ▁CHANCE
+- ▁REALLY
+- ▁WISH
+- ▁MOVE
+- ▁SKY
+- ▁PLACE
+- AKE
+- ▁LEAVE
+- ▁YA
+- ▁STRONG
+- ▁PUT
+- ▁OPEN
+- ▁WRONG
+- ▁COLD
+- OCK
+- ▁USED
+- ▁FOUND
+- ▁LONELY
+- ▁DANCE
+- EACH
+- ▁ANOTHER
+- ▁SIDE
+- ▁UNDER
+- ▁MATTER
+- ▁THESE
+- ▁CARE
+- ▁MINE
+- ▁SHINE
+- ▁AFRAID
+- ▁TURN
+- ▁PLEASE
+- ▁SUN
+- ▁DIAMOND
+- ▁UNTIL
+- ▁FACE
+- ▁LEARN
+- ▁TRUST
+- ▁WONDER
+- ▁BREATH
+- ATE
+- ▁SORRY
+- ▁HU
+- ▁WATCH
+- ▁LATE
+- ROUND
+- ▁ARMS
+- ▁PERFECT
+- ▁MAYBE
+- ▁PULL
+- ▁REMEMBER
+- ▁FIGHT
+- ▁MYSELF
+- ▁INTO
+- ▁DARLING
+- ▁THUNDER
+- ▁FOLLOW
+- ▁REASON
+- ▁BURN
+- ▁HIS
+- ▁MUST
+- ▁FREE
+- ▁FLASHLIGHT
+- ▁1
+- ▁ENOUGH
+- ▁DRINK
+- ▁WORDS
+- ▁HIDE
+- ▁UN
+- ▁FORGET
+- ▁SURE
+- ▁CHANGE
+- ▁SMILE
+- ▁PROMISE
+- ▁FOREVER
+- '2'
+- ▁SWEET
+- ▁SAME
+- ▁OOOH
+- ▁PART
+- ▁SOMEBODY
+- NESS
+- ▁BRIGHT
+- ▁HEAVEN
+- ▁DEEP
+- ▁HIGH
+- ▁INSTEAD
+- ▁MOMENT
+- ▁ALONG
+- ▁ALRIGHT
+- ▁SLOW
+- ▁TOMORROW
+- ▁SOUL
+- ▁QU
+- ▁PUSH
+- ▁CHANDELIER
+- ▁LEFT
+- SIDE
+- ▁TOLD
+- ▁KNEW
+- READY
+- ▁LOVING
+- ▁SAW
+- '3'
+- ▁WORK
+- ▁DANCING
+- ▁THREE
+- ▁SAVE
+- ▁SHOOT
+- ▁LEAD
+- ▁SKI
+- ▁WILD
+- ▁WIND
+- ▁WHILE
+- ▁EDGE
+- ▁HAPPY
+- ▁FEAR
+- STUCK
+- ▁MOST
+- ▁LISTEN
+- ▁WOAH
+- ▁FIRST
+- ▁JOLENE
+- ▁VOICE
+- ▁COMP
+- ▁MILLION
+- FUL
+- ▁OOOOOH
+- ▁CAME
+- ▁RISE
+- ▁NEXT
+- ▁COUNT
+- ▁MOUNTAIN
+- ▁ROOM
+- ▁BLUE
+- ▁HIT
+- ▁RAISE
+- J
+- ▁THOUSAND
+- ▁SHAP
+- ▁TREAT
+- ▁DRY
+- ▁FINALLY
+- ▁TITANIUM
+- ▁CARRY
+- ▁TRUTH
+- ▁WATER
+- ▁MORNING
+- TIME
+- ▁BELONG
+- ▁UMA
+- ▁ALIVE
+- ▁ELSE
+- ▁ANGEL
+- ▁BRAND
+- ▁APART
+- ▁EVERYBODY
+- ▁SOUND
+- ▁GUESS
+- ▁PRAY
+- ▁FAITH
+- ▁AFTER
+- ▁THROW
+- ▁TRIED
+- ▁SLEEP
+- ▁FOOL
+- ▁DISCOVERING
+- ▁FUCK
+- ▁TASTE
+- ▁UNDERSTAND
+- ▁SHAME
+- ▁POWER
+- ▁WELCOME
+- ▁FELT
+- ▁SAFE
+- ▁DESERVE
+- ▁GAME
+- ▁SUPERMA
+- ▁SWEAR
+- ▁BETWEEN
+- ▁GLASS
+- ▁CATCH
+- ▁TOGETHER
+- '0'
+- '4'
+- '6'
+- '5'
+- '1'
+- '8'
+- '7'
+- '9'
+- Q
+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+joint_net_conf: null
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+speech_volume_normalize: null
+rir_scp: null
+rir_apply_prob: 1.0
+noise_scp: null
+noise_apply_prob: 1.0
+noise_db_range: '13_15'
+frontend: default
+frontend_conf:
+    fs: 16k
+specaug: null
+specaug_conf: {}
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/asr_stats_raw_bpe500_sp/train/feats_stats.npz
+preencoder: null
+preencoder_conf: {}
+encoder: transformer
+encoder_conf:
+    input_layer: conv2d
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: 0.10.7a1
+distributed: false
+```
+
+</details>
+
+
+
+### Citing ESPnet
+
+```BibTex
+@inproceedings{watanabe2018espnet,
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  title={{ESPnet}: End-to-End Speech Processing Toolkit},
+  year={2018},
+  booktitle={Proceedings of Interspeech},
+  pages={2207--2211},
+  doi={10.21437/Interspeech.2018-1456},
+  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
+}
+
+
+
+
+```
+
+or arXiv:
+
+```bibtex
+@misc{watanabe2018espnet,
+  title={ESPnet: End-to-End Speech Processing Toolkit}, 
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  year={2018},
+  eprint={1804.00015},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+```

data/token_list/bpe_unigram500/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce4280f9977384de1303b1f0586b426caf9080a6f75c2b187a26cf1c87142550
+size 245351

exp/asr_train_asr_raw_bpe500_sp/RESULTS.md

@@ -0,0 +1,32 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Mar 20 00:28:37 EDT 2022`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.7a1`
+- pytorch version: `pytorch 1.10.1`
+- Git hash: `c1ed71c6899e54c0b3dad82687886b1183cd0885`
+  - Commit date: `Wed Mar 16 23:34:49 2022 -0400`
+
+## asr_train_asr_raw_bpe500_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|4018|77.0|16.2|6.8|4.0|27.0|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|4632|76.1|17.3|6.6|3.7|27.6|57.7|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|18692|85.0|5.8|9.2|4.2|19.2|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|21787|84.9|6.3|8.8|4.2|19.3|57.7|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/dev|482|6097|75.2|12.8|12.0|4.1|28.9|65.1|
+|decode_asr_lm_lm_train_lm_bpe500_valid.loss.ave_asr_model_valid.acc.ave/test|480|7736|75.3|14.3|10.4|4.1|28.8|57.7|
+

exp/asr_train_asr_raw_bpe500_sp/config.yaml

@@ -0,0 +1,666 @@
+config: conf/train_asr.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_raw_bpe500_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 15
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 32
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_bpe500_sp/valid/text_shape.bpe
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
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+- ▁UMA
+- ▁ALIVE
+- ▁ELSE
+- ▁ANGEL
+- ▁BRAND
+- ▁APART
+- ▁EVERYBODY
+- ▁SOUND
+- ▁GUESS
+- ▁PRAY
+- ▁FAITH
+- ▁AFTER
+- ▁THROW
+- ▁TRIED
+- ▁SLEEP
+- ▁FOOL
+- ▁DISCOVERING
+- ▁FUCK
+- ▁TASTE
+- ▁UNDERSTAND
+- ▁SHAME
+- ▁POWER
+- ▁WELCOME
+- ▁FELT
+- ▁SAFE
+- ▁DESERVE
+- ▁GAME
+- ▁SUPERMA
+- ▁SWEAR
+- ▁BETWEEN
+- ▁GLASS
+- ▁CATCH
+- ▁TOGETHER
+- '0'
+- '4'
+- '6'
+- '5'
+- '1'
+- '8'
+- '7'
+- '9'
+- Q
+- <sos/eos>
+init: null
+model_conf:
+    ignore_id: 0
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+lm: seq_rnn
+lm_conf:
+    nlayers: 2
+    unit: 650
+required:
+- output_dir
+- token_list
+version: 0.10.7a1
+distributed: false

exp/lm_train_lm_bpe500/perplexity_test/ppl

@@ -0,0 +1 @@
+10.403652830281487

meta.yaml

@@ -0,0 +1,10 @@
+espnet: 0.10.7a1
+files:
+  asr_model_file: exp/asr_train_asr_raw_bpe500_sp/valid.acc.ave_10best.pth
+  lm_file: exp/lm_train_lm_bpe500/19epoch.pth
+python: "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]"
+timestamp: 1647750847.447333
+torch: 1.10.1
+yaml_files:
+  asr_train_config: exp/asr_train_asr_raw_bpe500_sp/config.yaml
+  lm_train_config: exp/lm_train_lm_bpe500/config.yaml